{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶散点图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # mac自带中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.8\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶散点图-去掉画布外框、去掉坐标轴刻度横线、圆点根据mc排名大小设置面积大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1400x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# MC represents market capitalization\n",
    "\n",
    "\"\"\"准备数据\"\"\"\n",
    "data=pd.DataFrame(data={'rank':[10,9,8,7,6,5,4,3,2,1],\n",
    "                        'company':['推特','沃达丰','IBM','思科','英特尔','奥多比','英伟达','万事达卡','谷歌C','脸书'],\n",
    "                        'MC':[432.11, 446.75, 1107.94, 1879.51, 1997.78, 2386.36, 3254.89,3544.57,6536.81, 7743.65]})\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#散点大小，由MC数据归一化到0-500\n",
    "data['size']=data['MC']*500/(data['MC'].max()-data['MC'].min())\n",
    "\n",
    "\n",
    "#圆点颜色值 rgb十六进制\n",
    "data['color']=[ '#E6E6FA', '#FFF0F5', '#FFC1C1', '#FF6A6A', '#FF3030','#EE799F', '#CD919E', '#CD5555', '#8B3A62','#8B636C']\n",
    "\n",
    "#圆点Y值\n",
    "data['Y']=10-data['rank']\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize =(7,6),dpi=200)\n",
    "\n",
    "#隐藏y轴\n",
    "ax.get_yaxis().set_visible(False)\n",
    "\n",
    "#将刻度小横线设置为白色，标签颜色为黑色\n",
    "plt.tick_params(axis='x',color='w',labelcolor='#3d405b')\n",
    "\n",
    "\n",
    "#x,y轴刻度范围\n",
    "ax.set_xlim(200, 9000)\n",
    "ax.set_xticks(range(200, 9000, 1000))\n",
    "ax.set_ylim(-1,10)\n",
    "\n",
    "\n",
    "#画 x，y水平线，设置颜色，线类型，和线宽度\n",
    "for i in range(200,9000,1000):\n",
    "    ax.axvline(x=i,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "for y in range(10):\n",
    "    ax.axhline(y=y,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "\n",
    "#画散点图，传入s参数，绘制不同面积的圆点\n",
    "ax.scatter('MC', 'company', c='color', s='size', data=data)   #c : color  s :size  这里传入了序列\n",
    "\n",
    "plt.grid(color = 'black',linewidth = 0.1,alpha = 0.7,axis = 'x')\n",
    "plt.grid(color = 'whihe',linewidth = 0.5,alpha = 0.7,axis = 'y')\n",
    "#标注圆点文字，设置圆点内文字大小，mc越高文字越大\n",
    "\n",
    "data['text_size']=[6,6,7,7,8,8,9,9,9,10]\n",
    "for rank,company in zip(data['rank'],data['company']):\n",
    "    MC=data[data['company']==company]['MC']\n",
    "    text_size=data[data['company']==company]['text_size']\n",
    "    ax.text(MC-500*text_size/17,10-rank-0.1,company,fontdict={'color':'#1C1C1C','size':text_size},fontweight='heavy')\n",
    "\n",
    "#去掉上下左右外框\n",
    "for i in ['top','right','left']:\n",
    "    ax.spines[i].set_visible(False)\n",
    "plt.title(\"2020年知名美股总市值比较\")\n",
    "# plt.savefig(\"D_07.png\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶散点图-纵轴显示公司名 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei'] # 指定默认字体\n",
    "mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为`a方块的问题\n",
    "\n",
    "\"\"\"准备数据\"\"\"\n",
    "data=pd.DataFrame(data={'rank':[10,9,8,7,6,5,4,3,2,1],\n",
    "                        'company':['推特','沃达丰','IBM','思科','英特尔','奥多比','英伟达','万事达卡','谷歌C','脸书'],\n",
    "                        'MC':[432.11, 446.75, 1107.94, 1879.51, 1997.78, 2386.36, 3254.89,3544.57,6536.81, 7743.65]})\n",
    "\n",
    "\n",
    "#散点大小 ，由mc数值归一化到0-500\n",
    "data['size']=data['MC']*500/(data['MC'].max()-data['MC'].min())\n",
    "\n",
    "#圆点颜色值 rgb十六进制\n",
    "data['color']=[ '#E6E6FA', '#FFF0F5', '#FFC1C1', '#FF6A6A', '#FF3030','#EE799F', '#CD919E', '#CD5555', '#8B3A62','#8B636C']\n",
    "\n",
    "#圆点Y值\n",
    "data['Y']=10-data['rank']\n",
    "\n",
    "#开始画图\n",
    "fig,ax=plt.subplots(1,1,dpi=300)\n",
    "\n",
    "#将刻度小横线设置为白色，标签颜色为深蓝色\n",
    "plt.tick_params(axis='x',color='w',labelcolor='#3d405b')\n",
    "plt.tick_params(axis='y',color='w',labelcolor='#3d405b')\n",
    "\n",
    "#x,y轴刻度范围\n",
    "ax.set_xlim(200, 9000)\n",
    "ax.set_xticks(range(200, 9000, 1000))\n",
    "ax.set_ylim(-1,10)\n",
    "\n",
    "# y轴标签\n",
    "ylabels=data['company'].tolist()\n",
    "ax.set_ylim(-1,10)\n",
    "ax.set_yticklabels(ylabels)\n",
    "\n",
    "#画 x，y水平线，设置颜色，线类型，和线宽度\n",
    "for i in range(200,9000,1000):\n",
    "    ax.axvline(x=i,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "for y in range(10):\n",
    "    ax.axhline(y=y,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "\n",
    "\n",
    "#画散点图 设置圆点内文字大小，gdp越高文字越大\n",
    "ax.scatter('MC', 'company', c='color', s='size', data=data)   #c : color  s :size  这里传入了序列\n",
    "\n",
    "#隐藏上下左右外边框\n",
    "for i in ['top','right','left','bottom']:\n",
    "    ax.spines[i].set_visible(False)\n",
    "plt.title(\"2020年知名美股总市值比较\")\n",
    "# plt.savefig(\"D_08.png\")\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
